ELIZA cgi-bash version rev. 1.91
- Medical English LInking keywords finder for the PubMed Zipped Archive (ELIZA) -

return kwic search for due out of >500 occurrences
324863 occurrences (No.63 in the rank) during 5 years in the PubMed. [cache]
15) Due to minor variations in various guava disease symptoms, an expert opinion is required for disease analysis.
--- ABSTRACT ---
PMID:34205885 DOI:10.3390/s21113830
2021 Sensors (Basel, Switzerland)
* AI-Driven Framework for Recognition of Guava Plant Diseases through Machine Learning from DSLR Camera Sensor Based High Resolution Imagery.
- Plant diseases can cause a considerable reduction in the quality and number of agricultural products. Guava, well known to be the tropics' apple, is one significant fruit cultivated in tropical regions. It is attacked by 177 pathogens, including 167 fungal and others such as bacterial, algal, and nematodes. In addition, postharvest diseases may cause crucial production loss. Due to minor variations in various guava disease symptoms, an expert opinion is required for disease analysis. Improper diagnosis may cause economic losses to farmers' improper use of pesticides. Automatic detection of diseases in plants once they emerge on the plants' leaves and fruit is required to maintain high crop fields. In this paper, an artificial intelligence (AI) driven framework is presented to detect and classify the most common guava plant diseases. The proposed framework employs the ΔE color difference image segmentation to segregate the areas infected by the disease. Furthermore, color (RGB, HSV) histogram and textural (LBP) features are applied to extract rich, informative feature vectors. The combination of color and textural features are used to identify and attain similar outcomes compared to individual channels, while disease recognition is performed by employing advanced machine-learning classifiers (Fine KNN, Complex Tree, Boosted Tree, Bagged Tree, Cubic SVM). The proposed framework is evaluated on a high-resolution (18 MP) image dataset of guava leaves and fruit. The best recognition results were obtained by Bagged Tree classifier on a set of RGB, HSV, and LBP features (99% accuracy in recognizing four guava fruit diseases (Canker, Mummification, Dot, and Rust) against healthy fruit). The proposed framework may help the farmers to avoid possible production loss by taking early precautions.
--- ABSTRACT END ---
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--- WordNet output for due --- =>1.予定の, 支払期日がきて, 当然支払われるべき, 2.支払[提出]期日, 満期日, 会費 Overview of noun due The noun due has 2 senses (first 1 from tagged texts) 1. (4) due -- (that which is deserved or owed; "give the devil his due") 2. due -- (a payment that is due (e.g., as the price of membership); "the society dropped him for non-payment of dues") Overview of adj due The adj due has 4 senses (first 2 from tagged texts) 1. (6) due -- (owed and payable immediately or on demand; "payment is due") 2. (1) due -- (scheduled to arrive; "the train is due in 15 minutes") 3. due -- (suitable to or expected in the circumstances; "all due respect"; "due cause to honor them"; "a long due promotion"; "in due course"; "due esteem"; "exercising due care") 4. ascribable, due, imputable, referable -- (capable of being assigned or credited to; "punctuation errors ascribable to careless proofreading"; "the cancellation of the concert was due to the rain"; "the oversight was not imputable to him") Overview of adv due The adv due has 1 sense (no senses from tagged texts) 1. due -- (directly or exactly; straight; "went due North") --- WordNet end ---